most citedTurbulence control in plane Couette flow using low-dimensional neural ODE-based models and deep reinforcement learning

1 citations · 2 across the 2 of their papers we have counts for

collaborators

2 papers

physics.flu-dyn2023★ 1 cited

Turbulence control in plane Couette flow using low-dimensional neural ODE-based models and deep reinforcement learning

Alec J. Linot, Kevin Zeng, Michael D. Graham

The high dimensionality and complex dynamics of turbulent flows remain an obstacle to the discovery and implementation of control strategies. Deep reinforcement learning (RL) is a…

physics.flu-dyn2023★ 1 cited

Dynamics of a data-driven low-dimensional model of turbulent minimal Couette flow

Alec J. Linot, Michael D. Graham

Because the Navier-Stokes equations are dissipative, the long-time dynamics of a flow in state space are expected to collapse onto a manifold whose dimension may be much lower than…